{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R 超简示例\n",
    "使用 [tidyverse](https://www.tidyverse.org/) 生态 : 现代的 R 语言数据科学生态    \n",
    "示例参考 [R for Data Science](https://r4ds.had.co.nz/index.html) 在线教程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "-- \u001b[1mAttaching packages\u001b[22m --------------------------------------- tidyverse 1.3.1 --\n",
      "\n",
      "\u001b[32mv\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.5     \u001b[32mv\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.4\n",
      "\u001b[32mv\u001b[39m \u001b[34mtibble \u001b[39m 3.1.6     \u001b[32mv\u001b[39m \u001b[34mdplyr  \u001b[39m 1.0.8\n",
      "\u001b[32mv\u001b[39m \u001b[34mtidyr  \u001b[39m 1.2.0     \u001b[32mv\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
      "\u001b[32mv\u001b[39m \u001b[34mreadr  \u001b[39m 2.1.2     \u001b[32mv\u001b[39m \u001b[34mforcats\u001b[39m 0.5.1\n",
      "\n",
      "-- \u001b[1mConflicts\u001b[22m ------------------------------------------ tidyverse_conflicts() --\n",
      "\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
      "\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A tibble: 234 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>manufacturer</th><th scope=col>model</th><th scope=col>displ</th><th scope=col>year</th><th scope=col>cyl</th><th scope=col>trans</th><th scope=col>drv</th><th scope=col>cty</th><th scope=col>hwy</th><th scope=col>fl</th><th scope=col>class</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>1.8</td><td>1999</td><td>4</td><td>auto(l5)  </td><td>f</td><td>18</td><td>29</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>1.8</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>2.0</td><td>2008</td><td>4</td><td>manual(m6)</td><td>f</td><td>20</td><td>31</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>2.0</td><td>2008</td><td>4</td><td>auto(av)  </td><td>f</td><td>21</td><td>30</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>2.8</td><td>1999</td><td>6</td><td>auto(l5)  </td><td>f</td><td>16</td><td>26</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>2.8</td><td>1999</td><td>6</td><td>manual(m5)</td><td>f</td><td>18</td><td>26</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4                </td><td>3.1</td><td>2008</td><td>6</td><td>auto(av)  </td><td>f</td><td>18</td><td>27</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>1.8</td><td>1999</td><td>4</td><td>manual(m5)</td><td>4</td><td>18</td><td>26</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>1.8</td><td>1999</td><td>4</td><td>auto(l5)  </td><td>4</td><td>16</td><td>25</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>2.0</td><td>2008</td><td>4</td><td>manual(m6)</td><td>4</td><td>20</td><td>28</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>2.0</td><td>2008</td><td>4</td><td>auto(s6)  </td><td>4</td><td>19</td><td>27</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>2.8</td><td>1999</td><td>6</td><td>auto(l5)  </td><td>4</td><td>15</td><td>25</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>2.8</td><td>1999</td><td>6</td><td>manual(m5)</td><td>4</td><td>17</td><td>25</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>3.1</td><td>2008</td><td>6</td><td>auto(s6)  </td><td>4</td><td>17</td><td>25</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a4 quattro        </td><td>3.1</td><td>2008</td><td>6</td><td>manual(m6)</td><td>4</td><td>15</td><td>25</td><td>p</td><td>compact</td></tr>\n",
       "\t<tr><td>audi     </td><td>a6 quattro        </td><td>2.8</td><td>1999</td><td>6</td><td>auto(l5)  </td><td>4</td><td>15</td><td>24</td><td>p</td><td>midsize</td></tr>\n",
       "\t<tr><td>audi     </td><td>a6 quattro        </td><td>3.1</td><td>2008</td><td>6</td><td>auto(s6)  </td><td>4</td><td>17</td><td>25</td><td>p</td><td>midsize</td></tr>\n",
       "\t<tr><td>audi     </td><td>a6 quattro        </td><td>4.2</td><td>2008</td><td>8</td><td>auto(s6)  </td><td>4</td><td>16</td><td>23</td><td>p</td><td>midsize</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>c1500 suburban 2wd</td><td>5.3</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>r</td><td>14</td><td>20</td><td>r</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>c1500 suburban 2wd</td><td>5.3</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>r</td><td>11</td><td>15</td><td>e</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>c1500 suburban 2wd</td><td>5.3</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>r</td><td>14</td><td>20</td><td>r</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>c1500 suburban 2wd</td><td>5.7</td><td>1999</td><td>8</td><td>auto(l4)  </td><td>r</td><td>13</td><td>17</td><td>r</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>c1500 suburban 2wd</td><td>6.0</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>r</td><td>12</td><td>17</td><td>r</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>corvette          </td><td>5.7</td><td>1999</td><td>8</td><td>manual(m6)</td><td>r</td><td>16</td><td>26</td><td>p</td><td>2seater</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>corvette          </td><td>5.7</td><td>1999</td><td>8</td><td>auto(l4)  </td><td>r</td><td>15</td><td>23</td><td>p</td><td>2seater</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>corvette          </td><td>6.2</td><td>2008</td><td>8</td><td>manual(m6)</td><td>r</td><td>16</td><td>26</td><td>p</td><td>2seater</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>corvette          </td><td>6.2</td><td>2008</td><td>8</td><td>auto(s6)  </td><td>r</td><td>15</td><td>25</td><td>p</td><td>2seater</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>corvette          </td><td>7.0</td><td>2008</td><td>8</td><td>manual(m6)</td><td>r</td><td>15</td><td>24</td><td>p</td><td>2seater</td></tr>\n",
       "\t<tr><td>chevrolet</td><td>k1500 tahoe 4wd   </td><td>5.3</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>4</td><td>14</td><td>19</td><td>r</td><td>suv    </td></tr>\n",
       "\t<tr><td>chevrolet</td><td>k1500 tahoe 4wd   </td><td>5.3</td><td>2008</td><td>8</td><td>auto(l4)  </td><td>4</td><td>11</td><td>14</td><td>e</td><td>suv    </td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>toyota    </td><td>toyota tacoma 4wd</td><td>3.4</td><td>1999</td><td>6</td><td>auto(l4)  </td><td>4</td><td>15</td><td>19</td><td>r</td><td>pickup    </td></tr>\n",
       "\t<tr><td>toyota    </td><td>toyota tacoma 4wd</td><td>4.0</td><td>2008</td><td>6</td><td>manual(m6)</td><td>4</td><td>15</td><td>18</td><td>r</td><td>pickup    </td></tr>\n",
       "\t<tr><td>toyota    </td><td>toyota tacoma 4wd</td><td>4.0</td><td>2008</td><td>6</td><td>auto(l5)  </td><td>4</td><td>16</td><td>20</td><td>r</td><td>pickup    </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>gti              </td><td>2.0</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>gti              </td><td>2.0</td><td>1999</td><td>4</td><td>auto(l4)  </td><td>f</td><td>19</td><td>26</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>gti              </td><td>2.0</td><td>2008</td><td>4</td><td>manual(m6)</td><td>f</td><td>21</td><td>29</td><td>p</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>gti              </td><td>2.0</td><td>2008</td><td>4</td><td>auto(s6)  </td><td>f</td><td>22</td><td>29</td><td>p</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>gti              </td><td>2.8</td><td>1999</td><td>6</td><td>manual(m5)</td><td>f</td><td>17</td><td>24</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>1.9</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>33</td><td>44</td><td>d</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.0</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.0</td><td>1999</td><td>4</td><td>auto(l4)  </td><td>f</td><td>19</td><td>26</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.0</td><td>2008</td><td>4</td><td>auto(s6)  </td><td>f</td><td>22</td><td>29</td><td>p</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.0</td><td>2008</td><td>4</td><td>manual(m6)</td><td>f</td><td>21</td><td>29</td><td>p</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.5</td><td>2008</td><td>5</td><td>auto(s6)  </td><td>f</td><td>21</td><td>29</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.5</td><td>2008</td><td>5</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.8</td><td>1999</td><td>6</td><td>auto(l4)  </td><td>f</td><td>16</td><td>23</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>jetta            </td><td>2.8</td><td>1999</td><td>6</td><td>manual(m5)</td><td>f</td><td>17</td><td>24</td><td>r</td><td>compact   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>1.9</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>35</td><td>44</td><td>d</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>1.9</td><td>1999</td><td>4</td><td>auto(l4)  </td><td>f</td><td>29</td><td>41</td><td>d</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>2.0</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>r</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>2.0</td><td>1999</td><td>4</td><td>auto(l4)  </td><td>f</td><td>19</td><td>26</td><td>r</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>2.5</td><td>2008</td><td>5</td><td>manual(m5)</td><td>f</td><td>20</td><td>28</td><td>r</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>new beetle       </td><td>2.5</td><td>2008</td><td>5</td><td>auto(s6)  </td><td>f</td><td>20</td><td>29</td><td>r</td><td>subcompact</td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>1.8</td><td>1999</td><td>4</td><td>manual(m5)</td><td>f</td><td>21</td><td>29</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>1.8</td><td>1999</td><td>4</td><td>auto(l5)  </td><td>f</td><td>18</td><td>29</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>2.0</td><td>2008</td><td>4</td><td>auto(s6)  </td><td>f</td><td>19</td><td>28</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>2.0</td><td>2008</td><td>4</td><td>manual(m6)</td><td>f</td><td>21</td><td>29</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>2.8</td><td>1999</td><td>6</td><td>auto(l5)  </td><td>f</td><td>16</td><td>26</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>2.8</td><td>1999</td><td>6</td><td>manual(m5)</td><td>f</td><td>18</td><td>26</td><td>p</td><td>midsize   </td></tr>\n",
       "\t<tr><td>volkswagen</td><td>passat           </td><td>3.6</td><td>2008</td><td>6</td><td>auto(s6)  </td><td>f</td><td>17</td><td>26</td><td>p</td><td>midsize   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 234 × 11\n",
       "\\begin{tabular}{lllllllllll}\n",
       " manufacturer & model & displ & year & cyl & trans & drv & cty & hwy & fl & class\\\\\n",
       " <chr> & <chr> & <dbl> & <int> & <int> & <chr> & <chr> & <int> & <int> & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\t audi      & a4                 & 1.8 & 1999 & 4 & auto(l5)   & f & 18 & 29 & p & compact\\\\\n",
       "\t audi      & a4                 & 1.8 & 1999 & 4 & manual(m5) & f & 21 & 29 & p & compact\\\\\n",
       "\t audi      & a4                 & 2.0 & 2008 & 4 & manual(m6) & f & 20 & 31 & p & compact\\\\\n",
       "\t audi      & a4                 & 2.0 & 2008 & 4 & auto(av)   & f & 21 & 30 & p & compact\\\\\n",
       "\t audi      & a4                 & 2.8 & 1999 & 6 & auto(l5)   & f & 16 & 26 & p & compact\\\\\n",
       "\t audi      & a4                 & 2.8 & 1999 & 6 & manual(m5) & f & 18 & 26 & p & compact\\\\\n",
       "\t audi      & a4                 & 3.1 & 2008 & 6 & auto(av)   & f & 18 & 27 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 1.8 & 1999 & 4 & manual(m5) & 4 & 18 & 26 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 1.8 & 1999 & 4 & auto(l5)   & 4 & 16 & 25 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 2.0 & 2008 & 4 & manual(m6) & 4 & 20 & 28 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 2.0 & 2008 & 4 & auto(s6)   & 4 & 19 & 27 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 2.8 & 1999 & 6 & auto(l5)   & 4 & 15 & 25 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 2.8 & 1999 & 6 & manual(m5) & 4 & 17 & 25 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 3.1 & 2008 & 6 & auto(s6)   & 4 & 17 & 25 & p & compact\\\\\n",
       "\t audi      & a4 quattro         & 3.1 & 2008 & 6 & manual(m6) & 4 & 15 & 25 & p & compact\\\\\n",
       "\t audi      & a6 quattro         & 2.8 & 1999 & 6 & auto(l5)   & 4 & 15 & 24 & p & midsize\\\\\n",
       "\t audi      & a6 quattro         & 3.1 & 2008 & 6 & auto(s6)   & 4 & 17 & 25 & p & midsize\\\\\n",
       "\t audi      & a6 quattro         & 4.2 & 2008 & 8 & auto(s6)   & 4 & 16 & 23 & p & midsize\\\\\n",
       "\t chevrolet & c1500 suburban 2wd & 5.3 & 2008 & 8 & auto(l4)   & r & 14 & 20 & r & suv    \\\\\n",
       "\t chevrolet & c1500 suburban 2wd & 5.3 & 2008 & 8 & auto(l4)   & r & 11 & 15 & e & suv    \\\\\n",
       "\t chevrolet & c1500 suburban 2wd & 5.3 & 2008 & 8 & auto(l4)   & r & 14 & 20 & r & suv    \\\\\n",
       "\t chevrolet & c1500 suburban 2wd & 5.7 & 1999 & 8 & auto(l4)   & r & 13 & 17 & r & suv    \\\\\n",
       "\t chevrolet & c1500 suburban 2wd & 6.0 & 2008 & 8 & auto(l4)   & r & 12 & 17 & r & suv    \\\\\n",
       "\t chevrolet & corvette           & 5.7 & 1999 & 8 & manual(m6) & r & 16 & 26 & p & 2seater\\\\\n",
       "\t chevrolet & corvette           & 5.7 & 1999 & 8 & auto(l4)   & r & 15 & 23 & p & 2seater\\\\\n",
       "\t chevrolet & corvette           & 6.2 & 2008 & 8 & manual(m6) & r & 16 & 26 & p & 2seater\\\\\n",
       "\t chevrolet & corvette           & 6.2 & 2008 & 8 & auto(s6)   & r & 15 & 25 & p & 2seater\\\\\n",
       "\t chevrolet & corvette           & 7.0 & 2008 & 8 & manual(m6) & r & 15 & 24 & p & 2seater\\\\\n",
       "\t chevrolet & k1500 tahoe 4wd    & 5.3 & 2008 & 8 & auto(l4)   & 4 & 14 & 19 & r & suv    \\\\\n",
       "\t chevrolet & k1500 tahoe 4wd    & 5.3 & 2008 & 8 & auto(l4)   & 4 & 11 & 14 & e & suv    \\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t toyota     & toyota tacoma 4wd & 3.4 & 1999 & 6 & auto(l4)   & 4 & 15 & 19 & r & pickup    \\\\\n",
       "\t toyota     & toyota tacoma 4wd & 4.0 & 2008 & 6 & manual(m6) & 4 & 15 & 18 & r & pickup    \\\\\n",
       "\t toyota     & toyota tacoma 4wd & 4.0 & 2008 & 6 & auto(l5)   & 4 & 16 & 20 & r & pickup    \\\\\n",
       "\t volkswagen & gti               & 2.0 & 1999 & 4 & manual(m5) & f & 21 & 29 & r & compact   \\\\\n",
       "\t volkswagen & gti               & 2.0 & 1999 & 4 & auto(l4)   & f & 19 & 26 & r & compact   \\\\\n",
       "\t volkswagen & gti               & 2.0 & 2008 & 4 & manual(m6) & f & 21 & 29 & p & compact   \\\\\n",
       "\t volkswagen & gti               & 2.0 & 2008 & 4 & auto(s6)   & f & 22 & 29 & p & compact   \\\\\n",
       "\t volkswagen & gti               & 2.8 & 1999 & 6 & manual(m5) & f & 17 & 24 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 1.9 & 1999 & 4 & manual(m5) & f & 33 & 44 & d & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.0 & 1999 & 4 & manual(m5) & f & 21 & 29 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.0 & 1999 & 4 & auto(l4)   & f & 19 & 26 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.0 & 2008 & 4 & auto(s6)   & f & 22 & 29 & p & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.0 & 2008 & 4 & manual(m6) & f & 21 & 29 & p & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.5 & 2008 & 5 & auto(s6)   & f & 21 & 29 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.5 & 2008 & 5 & manual(m5) & f & 21 & 29 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.8 & 1999 & 6 & auto(l4)   & f & 16 & 23 & r & compact   \\\\\n",
       "\t volkswagen & jetta             & 2.8 & 1999 & 6 & manual(m5) & f & 17 & 24 & r & compact   \\\\\n",
       "\t volkswagen & new beetle        & 1.9 & 1999 & 4 & manual(m5) & f & 35 & 44 & d & subcompact\\\\\n",
       "\t volkswagen & new beetle        & 1.9 & 1999 & 4 & auto(l4)   & f & 29 & 41 & d & subcompact\\\\\n",
       "\t volkswagen & new beetle        & 2.0 & 1999 & 4 & manual(m5) & f & 21 & 29 & r & subcompact\\\\\n",
       "\t volkswagen & new beetle        & 2.0 & 1999 & 4 & auto(l4)   & f & 19 & 26 & r & subcompact\\\\\n",
       "\t volkswagen & new beetle        & 2.5 & 2008 & 5 & manual(m5) & f & 20 & 28 & r & subcompact\\\\\n",
       "\t volkswagen & new beetle        & 2.5 & 2008 & 5 & auto(s6)   & f & 20 & 29 & r & subcompact\\\\\n",
       "\t volkswagen & passat            & 1.8 & 1999 & 4 & manual(m5) & f & 21 & 29 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 1.8 & 1999 & 4 & auto(l5)   & f & 18 & 29 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 2.0 & 2008 & 4 & auto(s6)   & f & 19 & 28 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 2.0 & 2008 & 4 & manual(m6) & f & 21 & 29 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 2.8 & 1999 & 6 & auto(l5)   & f & 16 & 26 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 2.8 & 1999 & 6 & manual(m5) & f & 18 & 26 & p & midsize   \\\\\n",
       "\t volkswagen & passat            & 3.6 & 2008 & 6 & auto(s6)   & f & 17 & 26 & p & midsize   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 234 × 11\n",
       "\n",
       "| manufacturer &lt;chr&gt; | model &lt;chr&gt; | displ &lt;dbl&gt; | year &lt;int&gt; | cyl &lt;int&gt; | trans &lt;chr&gt; | drv &lt;chr&gt; | cty &lt;int&gt; | hwy &lt;int&gt; | fl &lt;chr&gt; | class &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| audi      | a4                 | 1.8 | 1999 | 4 | auto(l5)   | f | 18 | 29 | p | compact |\n",
       "| audi      | a4                 | 1.8 | 1999 | 4 | manual(m5) | f | 21 | 29 | p | compact |\n",
       "| audi      | a4                 | 2.0 | 2008 | 4 | manual(m6) | f | 20 | 31 | p | compact |\n",
       "| audi      | a4                 | 2.0 | 2008 | 4 | auto(av)   | f | 21 | 30 | p | compact |\n",
       "| audi      | a4                 | 2.8 | 1999 | 6 | auto(l5)   | f | 16 | 26 | p | compact |\n",
       "| audi      | a4                 | 2.8 | 1999 | 6 | manual(m5) | f | 18 | 26 | p | compact |\n",
       "| audi      | a4                 | 3.1 | 2008 | 6 | auto(av)   | f | 18 | 27 | p | compact |\n",
       "| audi      | a4 quattro         | 1.8 | 1999 | 4 | manual(m5) | 4 | 18 | 26 | p | compact |\n",
       "| audi      | a4 quattro         | 1.8 | 1999 | 4 | auto(l5)   | 4 | 16 | 25 | p | compact |\n",
       "| audi      | a4 quattro         | 2.0 | 2008 | 4 | manual(m6) | 4 | 20 | 28 | p | compact |\n",
       "| audi      | a4 quattro         | 2.0 | 2008 | 4 | auto(s6)   | 4 | 19 | 27 | p | compact |\n",
       "| audi      | a4 quattro         | 2.8 | 1999 | 6 | auto(l5)   | 4 | 15 | 25 | p | compact |\n",
       "| audi      | a4 quattro         | 2.8 | 1999 | 6 | manual(m5) | 4 | 17 | 25 | p | compact |\n",
       "| audi      | a4 quattro         | 3.1 | 2008 | 6 | auto(s6)   | 4 | 17 | 25 | p | compact |\n",
       "| audi      | a4 quattro         | 3.1 | 2008 | 6 | manual(m6) | 4 | 15 | 25 | p | compact |\n",
       "| audi      | a6 quattro         | 2.8 | 1999 | 6 | auto(l5)   | 4 | 15 | 24 | p | midsize |\n",
       "| audi      | a6 quattro         | 3.1 | 2008 | 6 | auto(s6)   | 4 | 17 | 25 | p | midsize |\n",
       "| audi      | a6 quattro         | 4.2 | 2008 | 8 | auto(s6)   | 4 | 16 | 23 | p | midsize |\n",
       "| chevrolet | c1500 suburban 2wd | 5.3 | 2008 | 8 | auto(l4)   | r | 14 | 20 | r | suv     |\n",
       "| chevrolet | c1500 suburban 2wd | 5.3 | 2008 | 8 | auto(l4)   | r | 11 | 15 | e | suv     |\n",
       "| chevrolet | c1500 suburban 2wd | 5.3 | 2008 | 8 | auto(l4)   | r | 14 | 20 | r | suv     |\n",
       "| chevrolet | c1500 suburban 2wd | 5.7 | 1999 | 8 | auto(l4)   | r | 13 | 17 | r | suv     |\n",
       "| chevrolet | c1500 suburban 2wd | 6.0 | 2008 | 8 | auto(l4)   | r | 12 | 17 | r | suv     |\n",
       "| chevrolet | corvette           | 5.7 | 1999 | 8 | manual(m6) | r | 16 | 26 | p | 2seater |\n",
       "| chevrolet | corvette           | 5.7 | 1999 | 8 | auto(l4)   | r | 15 | 23 | p | 2seater |\n",
       "| chevrolet | corvette           | 6.2 | 2008 | 8 | manual(m6) | r | 16 | 26 | p | 2seater |\n",
       "| chevrolet | corvette           | 6.2 | 2008 | 8 | auto(s6)   | r | 15 | 25 | p | 2seater |\n",
       "| chevrolet | corvette           | 7.0 | 2008 | 8 | manual(m6) | r | 15 | 24 | p | 2seater |\n",
       "| chevrolet | k1500 tahoe 4wd    | 5.3 | 2008 | 8 | auto(l4)   | 4 | 14 | 19 | r | suv     |\n",
       "| chevrolet | k1500 tahoe 4wd    | 5.3 | 2008 | 8 | auto(l4)   | 4 | 11 | 14 | e | suv     |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| toyota     | toyota tacoma 4wd | 3.4 | 1999 | 6 | auto(l4)   | 4 | 15 | 19 | r | pickup     |\n",
       "| toyota     | toyota tacoma 4wd | 4.0 | 2008 | 6 | manual(m6) | 4 | 15 | 18 | r | pickup     |\n",
       "| toyota     | toyota tacoma 4wd | 4.0 | 2008 | 6 | auto(l5)   | 4 | 16 | 20 | r | pickup     |\n",
       "| volkswagen | gti               | 2.0 | 1999 | 4 | manual(m5) | f | 21 | 29 | r | compact    |\n",
       "| volkswagen | gti               | 2.0 | 1999 | 4 | auto(l4)   | f | 19 | 26 | r | compact    |\n",
       "| volkswagen | gti               | 2.0 | 2008 | 4 | manual(m6) | f | 21 | 29 | p | compact    |\n",
       "| volkswagen | gti               | 2.0 | 2008 | 4 | auto(s6)   | f | 22 | 29 | p | compact    |\n",
       "| volkswagen | gti               | 2.8 | 1999 | 6 | manual(m5) | f | 17 | 24 | r | compact    |\n",
       "| volkswagen | jetta             | 1.9 | 1999 | 4 | manual(m5) | f | 33 | 44 | d | compact    |\n",
       "| volkswagen | jetta             | 2.0 | 1999 | 4 | manual(m5) | f | 21 | 29 | r | compact    |\n",
       "| volkswagen | jetta             | 2.0 | 1999 | 4 | auto(l4)   | f | 19 | 26 | r | compact    |\n",
       "| volkswagen | jetta             | 2.0 | 2008 | 4 | auto(s6)   | f | 22 | 29 | p | compact    |\n",
       "| volkswagen | jetta             | 2.0 | 2008 | 4 | manual(m6) | f | 21 | 29 | p | compact    |\n",
       "| volkswagen | jetta             | 2.5 | 2008 | 5 | auto(s6)   | f | 21 | 29 | r | compact    |\n",
       "| volkswagen | jetta             | 2.5 | 2008 | 5 | manual(m5) | f | 21 | 29 | r | compact    |\n",
       "| volkswagen | jetta             | 2.8 | 1999 | 6 | auto(l4)   | f | 16 | 23 | r | compact    |\n",
       "| volkswagen | jetta             | 2.8 | 1999 | 6 | manual(m5) | f | 17 | 24 | r | compact    |\n",
       "| volkswagen | new beetle        | 1.9 | 1999 | 4 | manual(m5) | f | 35 | 44 | d | subcompact |\n",
       "| volkswagen | new beetle        | 1.9 | 1999 | 4 | auto(l4)   | f | 29 | 41 | d | subcompact |\n",
       "| volkswagen | new beetle        | 2.0 | 1999 | 4 | manual(m5) | f | 21 | 29 | r | subcompact |\n",
       "| volkswagen | new beetle        | 2.0 | 1999 | 4 | auto(l4)   | f | 19 | 26 | r | subcompact |\n",
       "| volkswagen | new beetle        | 2.5 | 2008 | 5 | manual(m5) | f | 20 | 28 | r | subcompact |\n",
       "| volkswagen | new beetle        | 2.5 | 2008 | 5 | auto(s6)   | f | 20 | 29 | r | subcompact |\n",
       "| volkswagen | passat            | 1.8 | 1999 | 4 | manual(m5) | f | 21 | 29 | p | midsize    |\n",
       "| volkswagen | passat            | 1.8 | 1999 | 4 | auto(l5)   | f | 18 | 29 | p | midsize    |\n",
       "| volkswagen | passat            | 2.0 | 2008 | 4 | auto(s6)   | f | 19 | 28 | p | midsize    |\n",
       "| volkswagen | passat            | 2.0 | 2008 | 4 | manual(m6) | f | 21 | 29 | p | midsize    |\n",
       "| volkswagen | passat            | 2.8 | 1999 | 6 | auto(l5)   | f | 16 | 26 | p | midsize    |\n",
       "| volkswagen | passat            | 2.8 | 1999 | 6 | manual(m5) | f | 18 | 26 | p | midsize    |\n",
       "| volkswagen | passat            | 3.6 | 2008 | 6 | auto(s6)   | f | 17 | 26 | p | midsize    |\n",
       "\n"
      ],
      "text/plain": [
       "    manufacturer model              displ year cyl trans      drv cty hwy fl\n",
       "1   audi         a4                 1.8   1999 4   auto(l5)   f   18  29  p \n",
       "2   audi         a4                 1.8   1999 4   manual(m5) f   21  29  p \n",
       "3   audi         a4                 2.0   2008 4   manual(m6) f   20  31  p \n",
       "4   audi         a4                 2.0   2008 4   auto(av)   f   21  30  p \n",
       "5   audi         a4                 2.8   1999 6   auto(l5)   f   16  26  p \n",
       "6   audi         a4                 2.8   1999 6   manual(m5) f   18  26  p \n",
       "7   audi         a4                 3.1   2008 6   auto(av)   f   18  27  p \n",
       "8   audi         a4 quattro         1.8   1999 4   manual(m5) 4   18  26  p \n",
       "9   audi         a4 quattro         1.8   1999 4   auto(l5)   4   16  25  p \n",
       "10  audi         a4 quattro         2.0   2008 4   manual(m6) 4   20  28  p \n",
       "11  audi         a4 quattro         2.0   2008 4   auto(s6)   4   19  27  p \n",
       "12  audi         a4 quattro         2.8   1999 6   auto(l5)   4   15  25  p \n",
       "13  audi         a4 quattro         2.8   1999 6   manual(m5) 4   17  25  p \n",
       "14  audi         a4 quattro         3.1   2008 6   auto(s6)   4   17  25  p \n",
       "15  audi         a4 quattro         3.1   2008 6   manual(m6) 4   15  25  p \n",
       "16  audi         a6 quattro         2.8   1999 6   auto(l5)   4   15  24  p \n",
       "17  audi         a6 quattro         3.1   2008 6   auto(s6)   4   17  25  p \n",
       "18  audi         a6 quattro         4.2   2008 8   auto(s6)   4   16  23  p \n",
       "19  chevrolet    c1500 suburban 2wd 5.3   2008 8   auto(l4)   r   14  20  r \n",
       "20  chevrolet    c1500 suburban 2wd 5.3   2008 8   auto(l4)   r   11  15  e \n",
       "21  chevrolet    c1500 suburban 2wd 5.3   2008 8   auto(l4)   r   14  20  r \n",
       "22  chevrolet    c1500 suburban 2wd 5.7   1999 8   auto(l4)   r   13  17  r \n",
       "23  chevrolet    c1500 suburban 2wd 6.0   2008 8   auto(l4)   r   12  17  r \n",
       "24  chevrolet    corvette           5.7   1999 8   manual(m6) r   16  26  p \n",
       "25  chevrolet    corvette           5.7   1999 8   auto(l4)   r   15  23  p \n",
       "26  chevrolet    corvette           6.2   2008 8   manual(m6) r   16  26  p \n",
       "27  chevrolet    corvette           6.2   2008 8   auto(s6)   r   15  25  p \n",
       "28  chevrolet    corvette           7.0   2008 8   manual(m6) r   15  24  p \n",
       "29  chevrolet    k1500 tahoe 4wd    5.3   2008 8   auto(l4)   4   14  19  r \n",
       "30  chevrolet    k1500 tahoe 4wd    5.3   2008 8   auto(l4)   4   11  14  e \n",
       "<U+22EE>   <U+22EE>     <U+22EE>           <U+22EE> <U+22EE> <U+22EE> <U+22EE>   <U+22EE> <U+22EE> <U+22EE> <U+22EE>\n",
       "205 toyota       toyota tacoma 4wd  3.4   1999 6   auto(l4)   4   15  19  r \n",
       "206 toyota       toyota tacoma 4wd  4.0   2008 6   manual(m6) 4   15  18  r \n",
       "207 toyota       toyota tacoma 4wd  4.0   2008 6   auto(l5)   4   16  20  r \n",
       "208 volkswagen   gti                2.0   1999 4   manual(m5) f   21  29  r \n",
       "209 volkswagen   gti                2.0   1999 4   auto(l4)   f   19  26  r \n",
       "210 volkswagen   gti                2.0   2008 4   manual(m6) f   21  29  p \n",
       "211 volkswagen   gti                2.0   2008 4   auto(s6)   f   22  29  p \n",
       "212 volkswagen   gti                2.8   1999 6   manual(m5) f   17  24  r \n",
       "213 volkswagen   jetta              1.9   1999 4   manual(m5) f   33  44  d \n",
       "214 volkswagen   jetta              2.0   1999 4   manual(m5) f   21  29  r \n",
       "215 volkswagen   jetta              2.0   1999 4   auto(l4)   f   19  26  r \n",
       "216 volkswagen   jetta              2.0   2008 4   auto(s6)   f   22  29  p \n",
       "217 volkswagen   jetta              2.0   2008 4   manual(m6) f   21  29  p \n",
       "218 volkswagen   jetta              2.5   2008 5   auto(s6)   f   21  29  r \n",
       "219 volkswagen   jetta              2.5   2008 5   manual(m5) f   21  29  r \n",
       "220 volkswagen   jetta              2.8   1999 6   auto(l4)   f   16  23  r \n",
       "221 volkswagen   jetta              2.8   1999 6   manual(m5) f   17  24  r \n",
       "222 volkswagen   new beetle         1.9   1999 4   manual(m5) f   35  44  d \n",
       "223 volkswagen   new beetle         1.9   1999 4   auto(l4)   f   29  41  d \n",
       "224 volkswagen   new beetle         2.0   1999 4   manual(m5) f   21  29  r \n",
       "225 volkswagen   new beetle         2.0   1999 4   auto(l4)   f   19  26  r \n",
       "226 volkswagen   new beetle         2.5   2008 5   manual(m5) f   20  28  r \n",
       "227 volkswagen   new beetle         2.5   2008 5   auto(s6)   f   20  29  r \n",
       "228 volkswagen   passat             1.8   1999 4   manual(m5) f   21  29  p \n",
       "229 volkswagen   passat             1.8   1999 4   auto(l5)   f   18  29  p \n",
       "230 volkswagen   passat             2.0   2008 4   auto(s6)   f   19  28  p \n",
       "231 volkswagen   passat             2.0   2008 4   manual(m6) f   21  29  p \n",
       "232 volkswagen   passat             2.8   1999 6   auto(l5)   f   16  26  p \n",
       "233 volkswagen   passat             2.8   1999 6   manual(m5) f   18  26  p \n",
       "234 volkswagen   passat             3.6   2008 6   auto(s6)   f   17  26  p \n",
       "    class     \n",
       "1   compact   \n",
       "2   compact   \n",
       "3   compact   \n",
       "4   compact   \n",
       "5   compact   \n",
       "6   compact   \n",
       "7   compact   \n",
       "8   compact   \n",
       "9   compact   \n",
       "10  compact   \n",
       "11  compact   \n",
       "12  compact   \n",
       "13  compact   \n",
       "14  compact   \n",
       "15  compact   \n",
       "16  midsize   \n",
       "17  midsize   \n",
       "18  midsize   \n",
       "19  suv       \n",
       "20  suv       \n",
       "21  suv       \n",
       "22  suv       \n",
       "23  suv       \n",
       "24  2seater   \n",
       "25  2seater   \n",
       "26  2seater   \n",
       "27  2seater   \n",
       "28  2seater   \n",
       "29  suv       \n",
       "30  suv       \n",
       "<U+22EE>   <U+22EE>  \n",
       "205 pickup    \n",
       "206 pickup    \n",
       "207 pickup    \n",
       "208 compact   \n",
       "209 compact   \n",
       "210 compact   \n",
       "211 compact   \n",
       "212 compact   \n",
       "213 compact   \n",
       "214 compact   \n",
       "215 compact   \n",
       "216 compact   \n",
       "217 compact   \n",
       "218 compact   \n",
       "219 compact   \n",
       "220 compact   \n",
       "221 compact   \n",
       "222 subcompact\n",
       "223 subcompact\n",
       "224 subcompact\n",
       "225 subcompact\n",
       "226 subcompact\n",
       "227 subcompact\n",
       "228 midsize   \n",
       "229 midsize   \n",
       "230 midsize   \n",
       "231 midsize   \n",
       "232 midsize   \n",
       "233 midsize   \n",
       "234 midsize   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 换用 svg backend; 图片更清晰; 但 png 格式显示可能更稳定\n",
    "options(jupyter.plot_mimetypes = \"image/svg+xml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = mpg) +\n",
    "    geom_point(mapping = aes(x = displ, y = hwy, color = class))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n",
      "\n"
     ]
    },
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      "image/svg+xml": {
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     },
     "output_type": "display_data"
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   ],
   "source": [
    "ggplot(data = mpg) +\n",
    "    geom_smooth(mapping = aes(x = displ, y = hwy, linetype = drv))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n",
      "\n"
     ]
    },
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     "metadata": {
      "image/svg+xml": {
       "height": 420,
       "isolated": true,
       "width": 420
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = mpg) +\n",
    " geom_point(mapping = aes(x = displ, y = hwy, color = class)) +\n",
    " geom_smooth(mapping = aes(x = displ, y = hwy, linetype = drv))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
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   ],
   "source": [
    "ggplot(data = mpg) +\n",
    " geom_point(mapping = aes(x = displ, y = hwy, color = class))\n",
    "\n",
    "ggplot(data = mpg) +\n",
    " geom_point(mapping = aes(x = displ, y = hwy, color = class),\n",
    "            position = \"jitter\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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